Our cell–cell communication analysis revealed that CCNB1-high melanoma cells may significantly impact interactions with the tumor microenvironment, particularly with NK cells, which can transmit TGF-β signals to melanoma cells and influence EMT. This evidence concerns the gene CCNB1 and melanoma.